Performance of genetic programming optimised Bowtie2 on genome comparison and analytic testing (GCAT) benchmarks.

Performance of genetic programming optimised Bowtie2 on genome comparison and analytic testing (GCAT) benchmarks.
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DOI:
10.1186/s13040-014-0034-0
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发表时间:
2015
期刊:
影响因子:
4.5
通讯作者:
Langdon WB
Langdon WB
中科院分区:
生物学3区
文献类型:
--
作者:
Langdon WB

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遗传学研究越来越多地基于短而嘈杂的下一代扫描仪。通常,完整的DNA序列是通过将短的NextGen序列与参考基因组进行匹配来组装的。尽管自世纪之交以来在算法上取得了相当大的进步,但将单端字符串和成对结尾字符串与引用进行匹配仍然需要大量的计算。为每一项新任务或扫描仪进一步定制生物信息学工具仍然是高度熟练和劳动密集型的。考虑到这一点,我们最近展示了一种基于遗传编程的自动化技术,它生成了最先进的比对工具Bowtie2的一个版本,该工具在由布罗德研究所的扫描仪产生的短序列上要快得多,并作为千基因组计划的一部分发布。Bowtie2 GP和最初的Bowtie2版本在生物星球的GCAT合成基准上进行了比较。Bowtie2 GP的增强也应用于最新的Bowtie2版本(2014年5月29日2.2.3),并保留了GP和手动引入的改进。在单端和双端合成下一代DNA序列GCAT基准测试中,Bowtie2GP比Bowtie2快45%。精度损失可能只有0.2-0.5%,但对于更长的序列,精度损失高达2.5%。
Genetic studies are increasingly based on short noisy next generation scanners. Typically complete DNA sequences are assembled by matching short NextGen sequences against reference genomes. Despite considerable algorithmic gains since the turn of the millennium, matching both single ended and paired end strings to a reference remains computationally demanding. Further tailoring Bioinformatics tools to each new task or scanner remains highly skilled and labour intensive. With this in mind, we recently demonstrated a genetic programming based automated technique which generated a version of the state-of-the-art alignment tool Bowtie2 which was considerably faster on short sequences produced by a scanner at the Broad Institute and released as part of The Thousand Genome Project. Bowtie2 GP and the original Bowtie2 release were compared on bioplanet’s GCAT synthetic benchmarks. Bowtie2 GP enhancements were also applied to the latest Bowtie2 release (2.2.3, 29 May 2014) and retained both the GP and the manually introduced improvements. On both singled ended and paired-end synthetic next generation DNA sequence GCAT benchmarks Bowtie2GP runs up to 45% faster than Bowtie2. The lost in accuracy can be as little as 0.2–0.5% but up to 2.5% for longer sequences.
DOI: 10.1038/nmeth.1923
发表时间: 2012-03-04
期刊: NATURE METHODS
影响因子: 48
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发表时间: 2010-03-01
期刊: Bioinformatics (Oxford, England)
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DOI: 10.1038/nature09534
发表时间: 2010-10-28
期刊: NATURE
影响因子: 64.8
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Altshuler, David;Durbin, Richard M.;Abecasis, Goncalo R.;Bentley, David R.;Chakravarti, Aravinda;Clark, Andrew G.;Collins, Francis S.;De la Vega, Francisco M.;Donnelly, Peter;Egholm, Michael;Flicek, Paul;Gabriel, Stacey B.;Gibbs, Richard A.;Knoppers, Bartha M.;Lander, Eric S.;Lehrach, Hans;Mardis, Elaine R.;McVean, Gil A.;Nickerson, DebbieA.;Peltonen, Leena;Schafer, Alan J.;Sherry, Stephen T.;Wang, Jun;Wilson, Richard K.;Gibbs, Richard A.;Deiros, David;Metzker, Mike;Muzny, Donna;Reid, Jeff;Wheeler, David;Wang, Jun;Li, Jingxiang;Jian, Min;Li, Guoqing;Li, Ruiqiang;Liang, Huiqing;Tian, Geng;Wang, Bo;Wang, Jian;Wang, Wei;Yang, Huanming;Zhang, Xiuqing;Zheng, Huisong;Lander, Eric S.;Altshuler, David L.;Ambrogio, Lauren;Bloom, Toby;Cibulskis, Kristian;Fennell, Tim J.;Gabriel, Stacey B.;Jaffe, David B.;Shefler, Erica;Sougnez, Carrie L.;Bentley, David R.;Gormley, Niall;Humphray, Sean;Kingsbury, Zoya;Koko-Gonzales, Paula;Stone, Jennifer;McKernan, Kevin J.;Costa, Gina L.;Ichikawa, Jeffry K.;Lee, Clarence C.;Sudbrak, Ralf;Lehrach, Hans;Borodina, Tatiana A.;Dahl, Andreas;Davydov, Alexey N.;Marquardt, Peter;Mertes, Florian;Nietfeld, Wilfiried;Rosenstiel, Philip;Schreiber, Stefan;Soldatov, Aleksey V.;Timmermann, Bernd;Tolzmann, Marius;Egholm, Michael;Affourtit, Jason;Ashworth, Dana;Attiya, Said;Bachorski, Melissa;Buglione, Eli;Burke, Adam;Caprio, Amanda;Celone, Christopher;Clark, Shauna;Conners, David;Desany, Brian;Gu, Lisa;Guccione, Lorri;Kao, Kalvin;Kebbel, Andrew;Knowlton, Jennifer;Labrecque, Matthew;McDade, Louise;Mealmaker, Craig;Minderman, Melissa;Nawrocki, Anne;Niazi, Faheem;Pareja, Kristen;Ramenani, Ravi;Riches, David;Song, Wanmin;Turcotte, Cynthia;Wang, Shally;Mardis, Elaine R.;Dooling, David;Fulton, Lucinda;Fulton, Robert;Weinstock, George;Durbin, Richard M.;Burton, John;Carter, David M.;Churcher, Carol;Coffey, Alison;Cox, Anthony;Palotie, Aarno;Quail, Michael;Skelly, Tom;Stalker, James;Swerdlow, Harold P.;Turner, Daniel;De Witte, Anniek;Giles, Shane;Gibbs, Richard A.;Wheeler, David;Bainbridge, Matthew;Challis, Danny;Sabo, Aniko;Yu, Fuli;Yu, Jin;Wang, Jun;Fang, Xiaodong;Guo, Xiaosen;Li, Ruiqiang;Li, Yingrui;Luo, Ruibang;Tai, Shuaishuai;Wu, Honglong;Zheng, Hancheng;Zheng, Xiaole;Zhou, Yan;Yang, Huanming;Marth, Gabor T.;Garrison, Erik P.;Huang, Weichun;Indap, Amit;Kural, Deniz;Lee, Wan-Ping;Leong, Wen Fung;Huang, Weichun;Indap, Amit;Kural, Deniz;Lee, Wan-Ping;Leong, Wen Fung;Quinlan, Aaron R.;Stewart, Chip;Stromberg, Michael P.;Ward, Alistair N.;Wu, Jiantao;Lee, Charles;Mills, Ryan E.;Shi, Xinghua;Daly, Mark J.;DePristo, Mark A.;Altshuler, David L.;Ball, Aaron D.;Banks, Eric;Bloom, Toby;Browning, Brian L.;Cibulskis, Kristian;Fennell, Tim J.;Garimella, Kiran V.;Grossman, Sharon R.;Handsaker, Robert E.;Hanna, Matt;Hartl, Chris;Jaffe, David B.;Kernytsky, Andrew M.;Korn, Joshua M.;Li, Heng;Maguire, Jared R.;McCarroll, Steven A.;McKenna, Aaron;Nemesh, James C.;Philippakis, Anthony A.;Poplin, Ryan E.;Price, Alkes;Rivas, Manuel A.;Sabeti, Pardis C.;Schaffner, Stephen F.;Shefler, Erica;Shlyakhter, Ilya A.;Cooper, David N.;Ball, Edward V.;Mort, Matthew;Phillips, Andrew D.;Stenson, Peter D.;Sebat, Jonathan;Makarov, Vladimir;Ye, Kenny;Yoon, Seungtai C.;Bustamante, Carlos D.;Clark, Andrew G.;Boyko, Adam;Degenhardt, Jeremiah;Gravel, Simon;Gutenkunst, Ryan N.;Kaganovich, Mark;Keinan, Alon;Lacroute, Phil;Ma, Xia;Reynolds, Andy;Clarke, Laura;Flicek, Paul;Cunningham, Fiona;Herrero, Javier;Keenen, Stephen;Kulesha, Eugene;Leinonen, Rasko;McLaren, WilliamM.;Radhakrishnan, Rajesh;Smith, Richard E.;Zalunin, Vadim;Zheng-Bradley, Xiangqun;Korbel, Jan O.;Stuetz, Adrian M.;Humphray, Sean;Bauer, Markus;Cheetham, R. Keira;Cox, Tony;Eberle, Michael;James, Terena;Kahn, Scott;Murray, Lisa;Ye, Kai;De La Vega, Francisco M.;Fu, Yutao;Hyland, Fiona C. L.;Manning, Jonathan M.;McLaughlin, Stephen F.;Peckham, Heather E.;Sakarya, Onur;Sun, Yongming A.;Tsung, Eric F.;Batzer, Mark A.;Konkel, Miriam K.;Walker, Jerilyn A.;Sudbrak, Ralf;Albrecht, Marcus W.;Amstislavskiy, Vyacheslav S.;Herwig, Ralf;Parkhomchuk, Dimitri V.;Sherry, Stephen T.;Agarwala, Richa;Khouri, Hodam.;Morgulis, Aleksandr O.;Paschall, Justin E.;Phan, Lon D.;Rotmistrovsky, Kirill E.;Sanders, Robert D.;Shumway, Martin F.;Xiao, Chunlin;McVean, Gil A.;Auton, Adam;Iqbal, Zamin;Lunter, Gerton;Marchini, Jonathan L.;Moutsianas, Loukas;Myers, Simon;Tumian, Afidalina;Desany, Brian;Knight, James;Winer, Roger;Craig, David W.;Beckstrom-Sternberg, Steve M.;Christoforides, Alexis;Kurdoglu, Ahmet A.;Pearson, Johnv.;Sinari, Shripad A.;Tembe, Waibhav D.;Haussler, David;Hinrichs, Angie S.;Katzman, Sol J.;Kern, Andrew;Kuhn, Robert M.;Przeworski, Molly;Hernandez, Ryan D.;Howie, Bryan;Kelley, Joanna L.;Melton, S. 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K.;Leng, Jing;Mu, Xinmeng Jasmine;Urban, Alexander E.;Zhang, Zhengdong;Gibbs, Richard A.;Bainbridge, Matthew;Challis, Danny;Coafra, Cristian;Dinh, Huyen;Kovar, Christie;Lee, Sandy;Muzny, Donna;Nazareth, Lynne;Reid, Jeff;Sabo, Aniko;Yu, Fuli;Yu, Jin;Marth, Gabor T.;Garrison, Erik P.;Indap, Amit;Leong, Wen Fung;Quinlan, Aaron R.;Stewart, Chip;Ward, Alistair N.;Wu, Jiantao;Cibulskis, Kristian;Fennell, Tim J.;Gabriel, Stacey B.;Garimella, Kiran V.;Hartl, Chris;Shefler, Erica;Sougnez, Carrie L.;Wilkinson, Jane;Clark, Andrew G.;Gravel, Simon;Grubert, Fabian;Clarke, Laura;Flicek, Paul;Smith, Richard E.;Zheng-Bradley, Xiangqun;Sherry, Stephen T.;Khouri, Hoda M.;Paschall, Justin E.;Shumway, Martin F.;Xiao, Chunlin;McVean, Gil A.;Katzman, Sol J.;Abecasis, Goncalo R.;Blackwell, Tom;Mardis, Elaine R.;Dooling, David;Fulton, Lucinda;Fulton, Robert;Koboldt, Daniel C.;Durbin, Richard M.;Balasubramaniam, Senduran;Coffey, Allison;Keane, Thomas M.;MacArthur, Daniel G.;Palotie, Aarno;Scott, Carol;Stalker, James;Tyler-Smith, Chris;Gerstein, Mark B.;Balasubramanian, Suganthi;Chakravarti, Aravinda;Knoppers, Bartha M.;Peltonen, Leena;Abecasis, Goncalo R.;Bustamante, Carlos D.;Gharani, Neda;Gibbs, Richard A.;Jorde, Lynn;Kaye, Jane S.;Kent, Alastair;Li, Taosha;McGuire, Amy L.;McVean, Gil A.;Ossorio, Pilar N.;Rotimi, Charles N.;Su, Yeyang;Toji, Lorraine H.;Tyler-Smith, Chris;Brooks, Lisa D.;Felsenfeld, Adam L.;McEwen, Jean E.;Abdallah, Assya;Juenger, Christopher R.;Clemm, Nicholas C.;Collins, Francis S.;Duncanson, Audrey;Green, Eric D.;Guyer, Mark S.;Peterson, Jane L.;Schafer, Alan J.;Abecasis, Goncalo R.;Altshuler, David L.;Auton, Adam;Brooks, Lisa D.;Durbin, Richard M.;Gibbs, Richard A.;Hurles, Matt E.;McVean, Gil A.
通讯作者: McVean, Gil A.